Research Article
Constructing Better Classifier Ensemble Based on Weighted Accuracy and Diversity Measure
Table 4
The average size of subensembles selected by candidate measures and FHC.
| Dataset | WAD | Kappa-Error | GenDiv | Acc-Only | Div-Only | No-Selection |
| Hepatitis | 27 | 5 | 31 | 9 | 59 | 200 | Autos | 21 | 12 | 36 | 14 | 43 | 200 | Heart-statlog | 20 | 23 | 56 | 11 | 54 | 200 | Ionosphere | 17 | 4 | 53 | 10 | 65 | 200 | Credit-a | 27 | 3 | 40 | 15 | 34 | 200 | Diabetes | 25 | 9 | 26 | 3 | 66 | 200 | Vehicle | 29 | 18 | 29 | 13 | 56 | 200 | Car | 18 | 11 | 19 | 9 | 69 | 200 | cmc | 22 | 18 | 43 | 2 | 45 | 200 | Segment | 24 | 10 | 109 | 4 | 43 | 200 | kr-vs-kp | 25 | 9 | 69 | 9 | 12 | 200 | Hypothyroid | 23 | 25 | 33 | 12 | 34 | 200 | Waveform | 15 | 10 | 30 | 27 | 78 | 200 | Page-blocks | 29 | 16 | 37 | 6 | 45 | 200 | Nursery | 28 | 7 | 36 | 4 | 78 | 200 |
| Average | 23.3 | 12 | 43.1 | 9.9 | 52.1 | 200 |
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